Computing, explaining and visualizing shape similarity in content-based image retrieval

被引:10
作者
Andreou, I [1 ]
Sgouros, NM [1 ]
机构
[1] Univ Piraeus, Dept Technol Educ & Digital Syst, Piraeus, Greece
关键词
shape; content-based image retrieval; turning function difference; computer vision library; results visualization;
D O I
10.1016/j.ipm.2004.08.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Although there is a growing need for Content-Based Image Retrieval systems, their use is often hampered by significant computational complexity and their inability to explain to their users the reasoning behind the similarity and retrieval processes they employ. This paper introduces Turning Function Difference (TFD), an efficient novel shape-matching method, which is based on the curvature of the shape outline and is translation, rotation and scale invariant. The method produces information about the correspondence of points belonging to the compared shapes that are used during the explanation process. TFD explains its results through an alignment and a visual animation process that highlights the similarities between the model images and each one of the selected images as perceived by the method. The proposed shape-matching method is used in the G Computer Vision (GCV) library, a single-object image retrieval system that utilizes information about the objects' outlines and explains the reasoning behind the selection of similar images to the user. The implemented system is freely available for download to all interested users. (c) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1121 / 1139
页数:19
相关论文
共 19 条
  • [1] ABBASI S, 1999, MULTIMEDIA SYSTEMS, V7
  • [2] ANDREOU I, 2002, SR SKETCH APPL
  • [3] ANDREOU I, 2002, GCV LIB
  • [4] ANDREOU I, 2003, IEEE INT C MULT EXP
  • [5] [Anonymous], 1998, PATTERN RECOGNITION
  • [6] [Anonymous], 1994, LECT NOTES COMPUTER, DOI DOI 10.1007/3-540-57956-7_22
  • [7] ARKIN EM, 1991, IEEE T PATTERN ANAL
  • [8] Shape matching and object recognition using shape contexts
    Belongie, S
    Malik, J
    Puzicha, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (04) : 509 - 522
  • [9] Shape indexing by structural properties
    DelBimbo, A
    Pala, P
    [J]. IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS '97, PROCEEDINGS, 1997, : 370 - 377
  • [10] EAKINS P, 1996, P 3 INT C EL LIB VIS, P123